Sommaire
Analysis Report of the EPLPA Project
Pierre-Yves de Müllenheim
2024-04-30
1 Dataset skimming
| Name | capl_res |
| Number of rows | 53 |
| Number of columns | 110 |
| _______________________ | |
| Column type frequency: | |
| character | 28 |
| factor | 3 |
| logical | 1 |
| numeric | 78 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| time_on1 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_on2 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_on3 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_on4 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_on5 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_on6 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_on7 | 0 | 1.00 | 5 | 5 | 0 | 1 | 0 |
| time_off1 | 0 | 1.00 | 5 | 5 | 0 | 52 | 0 |
| time_off2 | 0 | 1.00 | 5 | 5 | 0 | 49 | 0 |
| time_off3 | 0 | 1.00 | 5 | 5 | 0 | 48 | 0 |
| time_off4 | 0 | 1.00 | 5 | 5 | 0 | 51 | 0 |
| time_off5 | 0 | 1.00 | 5 | 5 | 0 | 48 | 0 |
| time_off6 | 25 | 0.53 | 5 | 5 | 0 | 25 | 0 |
| time_off7 | 49 | 0.08 | 5 | 5 | 0 | 4 | 0 |
| pacer_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| plank_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| camsa_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| pc_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| pc_status | 0 | 1.00 | 8 | 8 | 0 | 1 | 0 |
| step_interpretation | 9 | 0.83 | 9 | 11 | 0 | 3 | 0 |
| db_interpretation | 9 | 0.83 | 9 | 11 | 0 | 3 | 0 |
| db_status | 0 | 1.00 | 8 | 10 | 0 | 2 | 0 |
| mc_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| mc_status | 0 | 1.00 | 8 | 10 | 0 | 2 | 0 |
| ku_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| ku_status | 0 | 1.00 | 8 | 8 | 0 | 1 | 0 |
| capl_interpretation | 0 | 1.00 | 9 | 11 | 0 | 4 | 0 |
| capl_status | 0 | 1.00 | 8 | 16 | 0 | 2 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| identifiant | 0 | 1 | FALSE | 53 | 2: 1, 3: 1, 4: 1, 6: 1 |
| ecole | 0 | 1 | FALSE | 5 | JEA: 17, SAI: 14, SAI: 13, NOT: 7 |
| gender | 0 | 1 | FALSE | 2 | gir: 27, boy: 26 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| poids | 53 | 0 | NaN | : |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| age | 0 | 1.00 | 10.25 | 0.52 | 9.0 | 10.00 | 10.00 | 10.00 | 12.0 | ▁▇▁▂▁ |
| camsa_skill_score1 | 0 | 1.00 | 11.53 | 1.60 | 7.0 | 11.00 | 11.00 | 13.00 | 14.0 | ▁▁▇▃▅ |
| camsa_time1 | 0 | 1.00 | 18.89 | 4.42 | 13.0 | 16.00 | 18.00 | 21.00 | 32.0 | ▆▇▃▁▁ |
| camsa_skill_score2 | 0 | 1.00 | 11.55 | 1.90 | 7.0 | 10.00 | 12.00 | 13.00 | 14.0 | ▂▁▆▃▇ |
| camsa_time2 | 0 | 1.00 | 17.38 | 3.18 | 13.0 | 15.00 | 17.00 | 19.00 | 25.0 | ▇▇▆▁▃ |
| plank_time | 0 | 1.00 | 131.40 | 125.10 | 14.0 | 60.00 | 92.00 | 155.00 | 701.0 | ▇▂▁▁▁ |
| pacer_lap_distance | 0 | 1.00 | 20.00 | 0.00 | 20.0 | 20.00 | 20.00 | 20.00 | 20.0 | ▁▁▇▁▁ |
| pacer_laps | 0 | 1.00 | 38.58 | 17.98 | 5.0 | 25.00 | 37.00 | 50.00 | 73.0 | ▂▇▃▅▃ |
| pa_guideline | 0 | 1.00 | 2.87 | 0.71 | 1.0 | 3.00 | 3.00 | 3.00 | 4.0 | ▁▃▁▇▂ |
| crf_means | 0 | 1.00 | 2.25 | 0.62 | 1.0 | 2.00 | 2.00 | 2.00 | 4.0 | ▁▇▁▁▁ |
| ms_means | 0 | 1.00 | 1.42 | 0.93 | 1.0 | 1.00 | 1.00 | 1.00 | 4.0 | ▇▁▁▁▁ |
| sports_skill | 0 | 1.00 | 3.30 | 0.46 | 3.0 | 3.00 | 3.00 | 4.00 | 4.0 | ▇▁▁▁▃ |
| pa_is | 0 | 1.00 | 2.43 | 2.61 | 1.0 | 1.00 | 1.00 | 1.00 | 8.0 | ▇▁▁▁▂ |
| pa_is_also | 0 | 1.00 | 5.89 | 2.34 | 1.0 | 7.00 | 7.00 | 7.00 | 8.0 | ▂▁▁▁▇ |
| improve | 0 | 1.00 | 3.57 | 1.60 | 3.0 | 3.00 | 3.00 | 3.00 | 8.0 | ▇▁▁▁▁ |
| increase | 0 | 1.00 | 7.13 | 1.82 | 1.0 | 8.00 | 8.00 | 8.00 | 8.0 | ▁▁▁▁▇ |
| when_cooling_down | 0 | 1.00 | 2.00 | 0.00 | 2.0 | 2.00 | 2.00 | 2.00 | 2.0 | ▁▁▇▁▁ |
| heart_rate | 0 | 1.00 | 4.08 | 1.22 | 1.0 | 4.00 | 4.00 | 4.00 | 8.0 | ▁▁▇▁▁ |
| csappa1 | 0 | 1.00 | 3.11 | 0.82 | 1.0 | 3.00 | 3.00 | 4.00 | 4.0 | ▁▁▁▇▅ |
| csappa2 | 0 | 1.00 | 1.96 | 0.96 | 1.0 | 1.00 | 2.00 | 2.00 | 4.0 | ▆▇▁▂▂ |
| csappa3 | 0 | 1.00 | 2.98 | 0.66 | 1.0 | 3.00 | 3.00 | 3.00 | 4.0 | ▁▁▁▇▂ |
| csappa4 | 0 | 1.00 | 1.83 | 0.94 | 1.0 | 1.00 | 2.00 | 2.00 | 4.0 | ▇▇▁▂▂ |
| csappa5 | 0 | 1.00 | 3.04 | 0.59 | 1.0 | 3.00 | 3.00 | 3.00 | 4.0 | ▁▁▁▇▂ |
| csappa6 | 0 | 1.00 | 1.81 | 1.00 | 1.0 | 1.00 | 2.00 | 2.00 | 4.0 | ▇▆▁▁▂ |
| why_active1 | 0 | 1.00 | 3.91 | 1.16 | 1.0 | 3.00 | 4.00 | 5.00 | 5.0 | ▁▁▅▆▇ |
| why_active2 | 0 | 1.00 | 4.23 | 1.09 | 1.0 | 4.00 | 5.00 | 5.00 | 5.0 | ▁▁▂▅▇ |
| why_active3 | 0 | 1.00 | 4.43 | 0.99 | 1.0 | 4.00 | 5.00 | 5.00 | 5.0 | ▁▁▁▃▇ |
| feelings_about_pa1 | 0 | 1.00 | 3.83 | 1.09 | 1.0 | 3.00 | 4.00 | 5.00 | 5.0 | ▂▁▇▇▇ |
| feelings_about_pa2 | 0 | 1.00 | 3.30 | 1.26 | 1.0 | 3.00 | 3.00 | 4.00 | 5.0 | ▂▃▇▃▆ |
| feelings_about_pa3 | 0 | 1.00 | 4.15 | 1.05 | 1.0 | 4.00 | 4.00 | 5.00 | 5.0 | ▁▁▂▆▇ |
| self_report_pa | 0 | 1.00 | 4.38 | 1.94 | 1.0 | 3.00 | 5.00 | 6.00 | 7.0 | ▅▃▃▇▇ |
| non_wear_time1 | 0 | 1.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| non_wear_time2 | 0 | 1.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| non_wear_time3 | 0 | 1.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| non_wear_time4 | 0 | 1.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| non_wear_time5 | 0 | 1.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| non_wear_time6 | 25 | 0.53 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| non_wear_time7 | 49 | 0.08 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | ▁▁▇▁▁ |
| wear_time1 | 0 | 1.00 | 655.32 | 197.34 | 2.0 | 572.00 | 705.00 | 783.00 | 984.0 | ▁▁▂▇▃ |
| wear_time2 | 0 | 1.00 | 658.17 | 211.85 | 0.0 | 654.00 | 729.00 | 791.00 | 855.0 | ▁▁▁▂▇ |
| wear_time3 | 0 | 1.00 | 738.45 | 183.47 | 0.0 | 674.00 | 782.00 | 861.00 | 960.0 | ▁▁▁▅▇ |
| wear_time4 | 0 | 1.00 | 582.58 | 317.93 | 0.0 | 373.00 | 696.00 | 806.00 | 995.0 | ▅▁▂▇▆ |
| wear_time5 | 0 | 1.00 | 523.94 | 282.40 | 0.0 | 352.00 | 657.00 | 708.00 | 904.0 | ▃▂▂▇▅ |
| wear_time6 | 25 | 0.53 | 371.04 | 299.60 | 0.0 | 6.75 | 517.50 | 640.75 | 736.0 | ▇▁▂▃▇ |
| wear_time7 | 49 | 0.08 | 374.00 | 154.59 | 192.0 | 276.00 | 386.50 | 484.50 | 531.0 | ▃▃▁▁▇ |
| steps1 | 0 | 1.00 | 7113.60 | 4411.71 | 2.0 | 4049.00 | 6989.00 | 9051.00 | 22085.0 | ▇▇▃▂▁ |
| steps2 | 0 | 1.00 | 8038.57 | 3752.59 | 0.0 | 6061.00 | 8494.00 | 10222.00 | 15533.0 | ▂▃▇▅▂ |
| steps3 | 0 | 1.00 | 9122.98 | 3978.62 | 0.0 | 7128.00 | 8257.00 | 11959.00 | 18132.0 | ▁▃▇▂▂ |
| steps4 | 0 | 1.00 | 6610.06 | 4740.50 | 0.0 | 2151.00 | 7220.00 | 9876.00 | 16074.0 | ▇▃▆▅▃ |
| steps5 | 0 | 1.00 | 5733.98 | 4399.22 | 0.0 | 2841.00 | 4833.00 | 9168.00 | 17505.0 | ▇▇▅▂▁ |
| steps6 | 25 | 0.53 | 3708.61 | 4553.24 | 0.0 | 87.00 | 2923.00 | 5003.25 | 19921.0 | ▇▃▁▁▁ |
| steps7 | 49 | 0.08 | 3965.00 | 2787.04 | 1447.0 | 2645.50 | 3235.00 | 4554.50 | 7943.0 | ▃▇▁▁▃ |
| pacer_laps_20m | 0 | 1.00 | 38.58 | 17.98 | 5.0 | 25.00 | 37.00 | 50.00 | 73.0 | ▂▇▃▅▃ |
| pacer_score | 0 | 1.00 | 6.83 | 2.77 | 1.0 | 5.00 | 7.00 | 10.00 | 10.0 | ▂▂▅▂▇ |
| plank_score | 0 | 1.00 | 7.00 | 3.10 | 0.0 | 5.00 | 8.00 | 10.00 | 10.0 | ▂▂▃▂▇ |
| camsa_time_score1 | 0 | 1.00 | 8.60 | 3.44 | 1.0 | 6.00 | 9.00 | 11.00 | 14.0 | ▂▃▃▇▆ |
| camsa_time_score2 | 0 | 1.00 | 9.77 | 2.86 | 4.0 | 8.00 | 10.00 | 12.00 | 14.0 | ▃▅▆▇▃ |
| camsa_skill_time_score1 | 0 | 1.00 | 20.13 | 4.22 | 12.0 | 17.00 | 21.00 | 23.00 | 27.0 | ▅▅▇▇▅ |
| camsa_skill_time_score2 | 0 | 1.00 | 21.32 | 3.86 | 13.0 | 19.00 | 22.00 | 24.00 | 28.0 | ▃▂▇▇▂ |
| camsa_score | 0 | 1.00 | 7.80 | 1.30 | 5.0 | 7.14 | 7.86 | 8.57 | 10.0 | ▃▃▇▇▃ |
| pc_score | 0 | 1.00 | 20.88 | 7.08 | 3.0 | 15.00 | 22.50 | 27.00 | 30.0 | ▂▃▅▇▇ |
| valid_days | 0 | 1.00 | 3.81 | 1.43 | 0.0 | 3.00 | 4.00 | 5.00 | 6.0 | ▂▃▆▇▇ |
| step_average | 9 | 0.83 | 8845.16 | 2316.16 | 5240.0 | 7246.25 | 8830.50 | 10289.00 | 15072.0 | ▅▇▂▃▁ |
| step_score | 9 | 0.83 | 10.20 | 4.52 | 4.0 | 7.00 | 10.00 | 13.25 | 22.0 | ▆▇▂▃▁ |
| self_report_pa_score | 0 | 1.00 | 3.23 | 1.76 | 0.0 | 2.00 | 4.00 | 5.00 | 5.0 | ▅▃▃▇▇ |
| db_score | 9 | 0.83 | 13.25 | 5.64 | 4.0 | 8.75 | 13.00 | 17.25 | 26.0 | ▆▅▇▅▂ |
| predilection_score | 0 | 1.00 | 6.55 | 1.30 | 1.8 | 6.10 | 6.80 | 7.50 | 7.5 | ▁▁▁▂▇ |
| adequacy_score | 0 | 1.00 | 5.85 | 1.26 | 1.8 | 4.90 | 6.10 | 6.80 | 7.5 | ▁▁▃▇▇ |
| intrinsic_motivation_score | 0 | 1.00 | 6.28 | 1.45 | 1.5 | 5.50 | 6.50 | 7.50 | 7.5 | ▁▁▁▂▇ |
| pa_competence_score | 0 | 1.00 | 5.64 | 1.32 | 1.5 | 5.00 | 5.50 | 6.50 | 7.5 | ▁▁▇▇▇ |
| mc_score | 0 | 1.00 | 24.32 | 3.88 | 10.6 | 21.70 | 25.10 | 27.10 | 30.0 | ▁▁▅▆▇ |
| pa_guideline_score | 0 | 1.00 | 0.60 | 0.49 | 0.0 | 0.00 | 1.00 | 1.00 | 1.0 | ▅▁▁▁▇ |
| crf_means_score | 0 | 1.00 | 0.79 | 0.41 | 0.0 | 1.00 | 1.00 | 1.00 | 1.0 | ▂▁▁▁▇ |
| ms_means_score | 0 | 1.00 | 0.79 | 0.41 | 0.0 | 1.00 | 1.00 | 1.00 | 1.0 | ▂▁▁▁▇ |
| sports_skill_score | 0 | 1.00 | 0.30 | 0.46 | 0.0 | 0.00 | 0.00 | 1.00 | 1.0 | ▇▁▁▁▃ |
| fill_in_the_blanks_score | 0 | 1.00 | 5.40 | 1.17 | 2.0 | 6.00 | 6.00 | 6.00 | 6.0 | ▁▁▁▁▇ |
| ku_score | 0 | 1.00 | 7.89 | 1.64 | 2.0 | 7.00 | 8.00 | 9.00 | 10.0 | ▁▁▂▆▇ |
| capl_score | 9 | 0.83 | 65.08 | 13.84 | 30.0 | 55.92 | 67.35 | 75.57 | 87.2 | ▁▃▇▇▇ |
2 Physical literacy scores & interpretations
2.1 Whole group of students
2.1.1 Scores: Distributions
2.1.2 Scores: Descriptive statistics
Score | Missing values | Mean | SD | Minimum | 25th perc. | Median | 75th perc. | Maximum | Histogram |
|---|---|---|---|---|---|---|---|---|---|
Physical Competence (/30) | 0 | 20.88 | 7.08 | 3.0 | 15.00 | 22.50 | 27.00 | 30.0 | ▂▃▅▇▇ |
Daily Behaviour (/30) | 9 | 13.25 | 5.64 | 4.0 | 8.75 | 13.00 | 17.25 | 26.0 | ▆▅▇▅▂ |
Motivation and Confidence (/30) | 0 | 24.32 | 3.88 | 10.6 | 21.70 | 25.10 | 27.10 | 30.0 | ▁▁▅▆▇ |
Knowledge and Understanding (/10) | 0 | 7.89 | 1.64 | 2.0 | 7.00 | 8.00 | 9.00 | 10.0 | ▁▁▂▆▇ |
Physical Literacy (/100) | 9 | 65.08 | 13.84 | 30.0 | 55.92 | 67.35 | 75.57 | 87.2 | ▁▃▇▇▇ |
2.1.3 Scores: Medians and respective 95% confidence intervals
Score | Median [95% CI] |
|---|---|
Physical Competence (/30) | 22.5 [18; 22.5] |
Daily Behaviour (/30) | 13 [9; 13.5] |
Motivation and Confidence (/30) | 25.1 [23; 26] |
Knowledge and Understanding (/10) | 8 [7; 7] |
Physical Literacy (/100) | 67.4 [61.6; 71.7] |
2.1.4 Interpretations: Distributions
2.2 By sex
2.2.1 Scores: Distributions
2.2.2 Scores: Descriptive statistics
Score | Sex | Missing values | Mean | SD | Minimum | 25th perc. | Median | 75th perc. | Maximum | Histogram |
|---|---|---|---|---|---|---|---|---|---|---|
Physical Competence (/30) | Girl | 0 | 19.98 | 7.28 | 6.0 | 15.00 | 19.50 | 25.75 | 30.0 | ▃▅▅▅▇ |
Boy | 0 | 21.81 | 6.87 | 3.0 | 18.00 | 23.25 | 27.00 | 30.0 | ▁▃▂▇▇ | |
Daily Behaviour (/30) | Girl | 3 | 11.58 | 5.14 | 4.0 | 7.75 | 12.00 | 14.00 | 21.0 | ▆▅▇▁▃ |
Boy | 6 | 15.25 | 5.68 | 4.0 | 12.75 | 14.50 | 19.00 | 26.0 | ▂▃▇▃▃ | |
Motivation and Confidence (/30) | Girl | 0 | 23.70 | 4.47 | 10.6 | 21.30 | 24.80 | 27.05 | 29.5 | ▁▁▇▅▇ |
Boy | 0 | 24.98 | 3.10 | 17.3 | 23.05 | 25.65 | 27.00 | 30.0 | ▁▃▃▇▃ | |
Knowledge and Understanding (/10) | Girl | 0 | 7.89 | 1.55 | 3.0 | 7.00 | 8.00 | 9.00 | 10.0 | ▁▁▅▃▇ |
Boy | 0 | 7.88 | 1.75 | 2.0 | 7.00 | 8.50 | 9.00 | 10.0 | ▁▁▁▆▇ | |
Physical Literacy (/100) | Girl | 3 | 61.82 | 14.16 | 30.0 | 52.85 | 59.45 | 71.25 | 86.0 | ▁▅▇▃▆ |
Boy | 6 | 69.00 | 12.70 | 34.5 | 62.98 | 71.75 | 76.88 | 87.2 | ▂▁▅▇▅ |
2.2.3 Scores: Medians and respective 95% confidence intervals
Score | Sex | Median [95% CI] |
|---|---|---|
Physical Competence (/30) | Girl | 19.5 [15; 22.5] |
Boy | 23.2 [18; 25.5] | |
Daily Behaviour (/30) | Girl | 12 [8; 13.5] |
Boy | 14.5 [12.5; 18] | |
Motivation and Confidence (/30) | Girl | 24.8 [21.7; 26] |
Boy | 25.6 [23.4; 26.6] | |
Knowledge and Understanding (/10) | Girl | 8 [6; 8] |
Boy | 8.5 [7; 9] | |
Physical Literacy (/100) | Girl | 59.4 [54.7; 68.8] |
Boy | 71.8 [63.2; 75.9] |
2.2.4 Interpretations: Distributions
3 Relationships between the physical literacy scores
The matrix of correlations shown below is based on 44 students with complete data. Values are Spearman rho correlation coefficients.
4 Physical behaviour metrics
4.1 Analysis settings
The cut-points are in counts/min. The FRAME settings are
in minutes. This information is used to detect nonwear time. The minimum
wear time is in hours.
The following analyses are based on students who had at least 4 valid days (n = 32). The power low exponent alpha coefficient, the median bout duration, the usual bout duration, and the Gini index are computed using the week as a whole. All the other metrics represent daily averages.
4.2 Whole group of students
4.2.1 Metrics: Distributions
4.2.2 Metrics: Descriptive statistics
4.2.3 Pattern of steps during the days of the week
4.2.3.1 Pattern of all students as a whole
4.2.3.2 Pattern of the students according to the quartiles of the daily total step count
4.3 By sex
4.3.1 Metrics: Distributions
4.3.2 Metrics: Descriptive statistics
5 Relationships between the global physical literacy scores and the physical behaviour metrics
The matrix of correlations shown below is based on 32 students with complete data for all the variables. Values are Spearman rho correlation coefficients.
